{"id":"W2893963761","doi":"10.1503/cmaj.70178","title":"Focus on saving money lets patients and surgeons down","year":2018,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital","funders":"","keywords":"Surprise; Focus (optics); Medicine; Computer science; General surgery; Medical emergency; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002788369,0.0008253067,0.0009057304,0.0007961967,0.009972482,0.006424802,0.001589645,0.02073697,0.02099834],"category_scores_gemma":[0.02790885,0.0004188737,0.0005954164,0.0009399085,0.008448451,0.007756234,0.003544455,0.03747975,0.008449321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01530281,"about_ca_system_score_gemma":0.01707526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08371536,"about_ca_topic_score_gemma":0.1610146,"domain_scores_codex":[0.9944032,0.0009730834,0.000260742,0.0004302627,0.00284145,0.001091189],"domain_scores_gemma":[0.9810194,0.004062442,0.001408921,0.0003960438,0.004177706,0.008935388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001429289,0.00002379075,0.0006457657,0.00004739195,0.000007949767,0.000733777,0.0005785113,0.00001787081,0.0001418415,0.002598875,0.986423,0.008766977],"study_design_scores_gemma":[0.00004114557,0.00008401673,0.001726709,0.0006842251,0.00001576587,0.002647322,0.003435203,0.00009603296,0.0001393504,0.008504927,0.9825664,0.00005884306],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0003388066,0.001463725,0.00007215507,0.9883381,0.004755296,0.000003376808,0.0000113757,0.00001836121,0.004998837],"genre_scores_gemma":[0.009796109,0.002643781,0.000180588,0.9661538,0.01293695,0.0000106537,0.00001747991,0.00003223054,0.008228451],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.08371536,"threshold_uncertainty_score":0.1664562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006825936365317114,"score_gpt":0.2198340150885611,"score_spread":0.213008078723244,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}